Table 7 Analysis of salient Features in CIC-IDS 2018 Dataset
From: A novel time efficient learning-based approach for smart intrusion detection system
Description | Benign | Attack | ||||||
|---|---|---|---|---|---|---|---|---|
Q1 | Q2 | Q3 | Q4 | Q1 | Q2 | Q3 | Q4 | |
Total Backward Packets (Packets sent in the backward direction) | 1.0 | 1.0 | 5.0 | 123118.0 | 0.0 | 0.0 | 4.0 | 18818.0 |
Total Length Forward Packets (Total size of packets in Forward direction | 30.0 | 52.0 | 865.0 | 144391,846.0 | 0.0 | 0.0 | 20.0 | 9908128.0 |
Flow Bytes/ Sec (Number of bytes transferred per second) | 10.7066 | 1158.6287 | 102761.7212 | 1806642857.142 | 0.0 | 0.0 | 696.3013414 | 274000000.0 |
Bwd Pkts (Number Of Backward Packets/Sec) | 0.1722 | 4.43961 | 896.0573 | 2000000.0 | 0.0 | 0.0 | 351.06196239999997 | 2000000.0 |
Packet Size Avg (Average size of the packet) | 12.875 | 79.0 | 153.5 | 17478.4076 | 0.0 | 0.0 | 65.0 | 1456.434783 |
Forward Segment Size Avg (Average size observed in the forward direction) | 10.3333 | 40.0 | 75.1666 | 16529.31384 | 0.0 | 0.0 | 6.666666667 | 1456.355556 |
Subflow Forward Bytes (Average number of bytes in a subflow in forward direction) | 30.0 | 52.0 | 865.0 | 144391846.0 | 0.0 | 0.0 | 20.0 | 9908128.0 |
Subflow Bwd Pkts (Average number of packets in a sub flow in backward direction) | 1.0 | 1.0 | 5.0 | 123118.0 | 0.0 | 0.0 | 4.0 | 18818.0 |
Init Fwd Win Bytes(Number of bytes sent in initial window in the forward direction) | 1.0 | 260.0 | 8192.0 | 65535.0 | 1024.0 | 8192.0 | 32738.0 | 65535.0 |